Intake and CRM mapping
Connect the agreed intake channels and normalize the fields needed for qualification, with duplicate handling and source tracking.
AI lead qualification
Qualify incoming leads with reasons your team can review.
Use business rules and AI-assisted interpretation to organize incoming lead information, identify missing context and recommend a route. Keep the qualification policy and follow-up decisions with the sales team.
- When it starts
- A new inquiry or an updated lead enters the agreed intake channel or CRM.
- Who owns the decision
- Sales operations and the sales team responsible for qualification policy and follow-up.
- The intended output
- A prioritized lead record with supporting facts, missing-information flags and an assigned next step.
Workflow design
From a new inquiry to a reviewable next step
The workflow separates facts supplied by the lead from inferred or missing information. AI can interpret unstructured requests; explicit rules and sales review determine how the record is prioritized and routed.
- 01
Capture and resolve
Receive the inquiry, validate the available fields and match it to existing records without silently merging uncertain identities.
Output
A lead record with source and duplicate status
- 02
Structure the context
Extract the stated need, company context and timing from permitted inputs; flag unavailable or ambiguous information.
Output
Structured facts with provenance and open questions
- 03
Apply fit criteria
Evaluate the record against agreed business criteria and show the reasons behind its proposed priority.
Output
An explainable recommendation for review
- 04
Route and follow up
Assign the record under agreed territory or ownership rules and record the next action in the CRM.
Output
An owned queue item and qualification history
Controls across the workflow
- Approved data sources
- Explicit fit rules
- Duplicate review
- Sales ownership
Decisions that shape the scope
- Where does AI add value?
- Use it when inquiries contain useful unstructured context that rules alone cannot readily interpret. Deterministic rules may be sufficient for structured forms and clearly defined routing.
- What happens to incomplete leads?
- Keep missing information visible and define a clarification or manual-review path. Do not invent a budget, buying timeline or company attribute to force a qualification decision.
- Can a score automatically discard a lead?
- Agree the business consequences and review requirements before automating exclusion. A first implementation can prioritize review without silently closing opportunities.
Evidence before expansion
Define what better means.
These are proposed evaluation measures, not reported client results. Agree the baseline, sample and acceptance threshold before the pilot, then review the evidence with the workflow owner.
- Qualification agreement
- Compare proposed priorities and reasons with a reviewed sample, inspecting false exclusions and unsupported assumptions separately.
- Routing correctness
- Verify territory, account ownership and duplicate handling, including records that require manual assignment.
- Follow-up readiness
- Measure how often assigned records contain the information needed for the next step, including the effort spent correcting or completing them.
Before you commit
Is this the right engagement?
Incoming leads arrive with incomplete context, inconsistent qualification notes and unclear routing, making it difficult to decide who should follow up next.
- What we need from you
- Permitted lead examples, qualification definitions, CRM fields, ownership rules and reviewed examples of appropriate routing or follow-up.
- How you accept the work
- Compare recommendations with sales-reviewed examples, test duplicates and incomplete inputs, and verify CRM ownership and next-step recording before activating the workflow.
- Scope & alternatives
- This use case covers inbound qualification and routing. It does not include unrestricted prospect data collection, autonomous outreach or a guarantee that a high-priority lead will convert.
Capabilities
What the implementation includes
Select the relevant components after reviewing the current process, data and decision ownership.
Qualification and explanation
Implement business criteria and structured interpretation of inquiries with visible evidence, uncertainty and reasons for the suggested priority.
Routing and review
Configure ownership, exceptions and feedback so the sales team can correct recommendations and maintain the qualification policy.
Frequently asked questions
Questions before a pilot
01Do we need historical conversion data to begin?
Do we need historical conversion data to begin?
Not necessarily. A rules-led pilot can start from agreed fit criteria and reviewed examples. Historical outcomes are useful only when their definitions, completeness and relevance are understood.
02Can the workflow work with our existing CRM?
Can the workflow work with our existing CRM?
We review field definitions, permissions, assignment rules and the available interface. The design preserves record ownership and handles rejected writes or duplicate submissions explicitly.
03Does a high lead score predict a sale?
Does a high lead score predict a sale?
It represents the criteria and evidence used by the qualification workflow. Conversion also depends on factors outside the model, so a score should not be presented as a guaranteed commercial outcome.
04How do salespeople challenge a recommendation?
How do salespeople challenge a recommendation?
Show the supporting facts and the rule or interpretation behind the result. Provide a correction path and review recurring disagreements with the owner of the qualification policy.
05Does lead qualification include sending messages?
Does lead qualification include sending messages?
Outbound contact is a separate workflow with its own permissions, channel requirements and approval rules. This scope prepares and routes the lead for the next agreed action.
Related
From use case to implementation
Start a conversation
Start with one task worth improving.
Share the current steps, representative inputs and the person who owns the decision. We will help define an implementation scope and an acceptance test.